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Data Preview

Tail

  Average Price A Average Price B Average Price D Average Price H Average Price Others total_0W total_5W total_post_0W total_post_50W units_prop A
151 4.572597 3.148992 8.751933 4.037753 7.326990 66772.000000 42322.000000 2910.000000 2001.000000 1796221.380000
152 4.401410 2.326119 9.137130 5.830025 7.180576 53918.000000 49722.000000 1809.000000 0.000000 1335280.930000
153 4.286880 2.832525 8.691276 3.748401 6.857716 46203.000000 34431.000000 2070.000000 1943.000000 1870166.490000
154 4.977179 2.716259 7.172148 3.739694 7.057470 56105.000000 49472.000000 2155.000000 2717.000000 1770482.880000
155 4.486481 3.316543 8.866665 4.096284 7.215650 40185.000000 38013.000000 2155.000000 1589.000000 2189057.900000

Pre Processing

Pre Processing - Imputations

Pre Processing - Imputations - Missing

No missing values in data

Pre Processing - Imputations - Infinitys

No Infinity values

Health Analysis

Health Plot

Missing Plot

Missing Value Summary

No Missing Values

Duplicate Columns

No duplicate variables

Outliers In Features

  N < (mean-3*std) > (mean+3*std) < (1stQ - 1.5 * IQR) > (3rdQ + 1.5 * IQR) -inf +inf
Feature              
Average Price H 156 0 0 0 5 0 0
total_0W 156 0 3 0 3 0 0
total_5W 156 0 3 0 3 0 0
total_post_0W 156 0 3 0 13 0 0
total_post_50W 156 0 2 0 12 0 0
units_prop A 156 0 0 14 1 0 0

Feature Analysis

Summary Stats

Summary Stats - Numeric Variables

  Variable Name Datatype No of Unique Samples Mean Standard Deviation Min 25th percentile Median 75th percentile Max
0 Average Price A float64 156 [4.28995828238747, 4.262405809883264, 4.486156701465823, 4.453282061299713, 4.892792406543888] 4.468784 0.284788 3.948545 4.272392 4.402162 4.704115 5.018124
1 Average Price B float64 156 [2.2959702885849236, 2.7354537338188423, 2.863620273066099, 3.054422399681005, 2.6602136172622837] 2.701413 0.314418 2.079004 2.408300 2.741858 2.939809 3.481889
2 Average Price D float64 156 [9.001817418198675, 9.000837452602786, 7.549234576311601, 8.710889479264933, 6.940233129181421] 8.233442 0.862781 6.774374 7.362740 8.502212 9.028815 9.565933
3 Average Price H float64 156 [5.911342339252869, 4.344125935127927, 3.4938167176386496, 4.468091464902933, 2.9578483967925404] 4.295538 0.928740 2.957848 3.581430 4.125099 4.668763 6.503087
4 Average Price Others float64 156 [7.224316546762077, 6.81806847586346, 7.118148069113251, 7.161216204236566, 7.091391986658579] 7.032327 0.193075 6.637320 6.857158 7.046709 7.176599 7.469318
5 total_0W float64 153 [63708.0, 29992.0, 76082.0, 38013.0, 47343.0] 52194.222794 16323.800273 15432.000000 39218.250000 51082.500000 61775.000000 106364.918627
6 total_5W float64 153 [51122.0, 30850.0, 68457.0, 46203.0, 67071.0] 52128.415466 14765.837310 28400.000000 40185.750000 51096.500000 60283.500000 99959.937549
7 total_post_0W float64 146 [1442.0, 2119.0, 2244.0, 2185.0, 1812.0] 2354.525979 1103.565322 1000.000000 1691.500000 2081.500000 2536.250000 7086.350909
8 total_post_50W float64 138 [0.0, 2178.0, 2125.0, 2006.0, 2857.0] 2014.357052 1271.648001 0.000000 1355.250000 1966.500000 2314.750000 7261.850072
9 units_prop A float64 156 [1327405.78, 1736525.08, 1835165.22, 1897520.47, 1691995.82] 1693574.359231 180734.496835 1220241.490000 1638011.020000 1726287.750000 1820603.827500 2189057.900000

Summary Stats - Non Numeric Variables

No categorical columns

Distributions

Distributions - Numeric Variables

Distributions - Numeric Variables - Average Price A

Distributions - Numeric Variables - Average Price B

Distributions - Numeric Variables - Average Price D

Distributions - Numeric Variables - Average Price H

Distributions - Numeric Variables - Average Price Others

Distributions - Numeric Variables - Total 0w

Distributions - Numeric Variables - Total 5w

Distributions - Numeric Variables - Total Post 0w

Distributions - Numeric Variables - Total Post 50w

Distributions - Numeric Variables - Units Prop A

Distributions - Non Numeric Variables

No categorical variables in data.

Feature Normality

Feature Interactions

Correlation Table

  Variable 1 Variable 2 Corr Coef Abs Corr Coef
0 Average Price H units_prop A -0.749281 0.749281
1 units_prop A Average Price H -0.749281 0.749281
2 units_prop A Average Price B 0.706581 0.706581
3 Average Price B units_prop A 0.706581 0.706581
4 units_prop A total_post_50W 0.472304 0.472304
5 total_post_50W units_prop A 0.472304 0.472304
6 Average Price D units_prop A -0.424823 0.424823
7 units_prop A Average Price D -0.424823 0.424823
8 units_prop A total_post_0W 0.296561 0.296561
9 total_post_0W units_prop A 0.296561 0.296561
10 Average Price A units_prop A 0.250511 0.250511
11 units_prop A Average Price A 0.250511 0.250511
12 units_prop A Average Price Others 0.108666 0.108666
13 Average Price Others units_prop A 0.108666 0.108666
14 total_0W units_prop A 0.105972 0.105972
15 units_prop A total_0W 0.105972 0.105972
16 total_5W units_prop A 0.079128 0.079128
17 units_prop A total_5W 0.079128 0.079128

Correlation Heatmap

Covariance Heatmap

Bivariate Plots (top 50 Correlations)

Bivariate Plots (top 50 Correlations) - Units Prop A Vs Average Price B

Bivariate Plots (top 50 Correlations) - Average Price H Vs Average Price D

Bivariate Plots (top 50 Correlations) - Total 5w Vs Total 0w

Bivariate Plots (top 50 Correlations) - Total 5w Vs Average Price A

Bivariate Plots (top 50 Correlations) - Total Post 50w Vs Average Price A

Bivariate Plots (top 50 Correlations) - Average Price B Vs Average Price A

Bivariate Plots (top 50 Correlations) - Units Prop A Vs Total Post 50w

Bivariate Plots (top 50 Correlations) - Total 0w Vs Average Price A

Bivariate Plots (top 50 Correlations) - Total Post 50w Vs Total 0w

Bivariate Plots (top 50 Correlations) - Average Price Others Vs Average Price B

Bivariate Plots (top 50 Correlations) - Total Post 0w Vs Total 0w

Bivariate Plots (top 50 Correlations) - Total Post 50w Vs Average Price B

Bivariate Plots (top 50 Correlations) - Total Post 0w Vs Average Price B

Bivariate Plots (top 50 Correlations) - Total 0w Vs Average Price Others

Bivariate Plots (top 50 Correlations) - Total Post 50w Vs Total Post 0w

Bivariate Plots (top 50 Correlations) - Average Price Others Vs Average Price A

Bivariate Plots (top 50 Correlations) - Total Post 50w Vs Total 5w

Bivariate Plots (top 50 Correlations) - Total 5w Vs Average Price Others

Bivariate Plots (top 50 Correlations) - Total 0w Vs Average Price B

Bivariate Plots (top 50 Correlations) - Units Prop A Vs Total Post 0w

Bivariate Plots (top 50 Correlations) - Units Prop A Vs Average Price A

Bivariate Plots (top 50 Correlations) - Total Post 0w Vs Average Price Others

Bivariate Plots (top 50 Correlations) - Total 5w Vs Average Price B

Bivariate Plots (top 50 Correlations) - Total Post 0w Vs Average Price A

Bivariate Plots (top 50 Correlations) - Units Prop A Vs Average Price Others

Bivariate Plots (top 50 Correlations) - Units Prop A Vs Total 0w

Bivariate Plots (top 50 Correlations) - Units Prop A Vs Total 5w

Bivariate Plots (top 50 Correlations) - Total Post 50w Vs Average Price Others

Bivariate Plots (top 50 Correlations) - Total Post 0w Vs Total 5w

Bivariate Plots (top 50 Correlations) - Average Price Others Vs Average Price D

Bivariate Plots (top 50 Correlations) - Average Price Others Vs Average Price H

Bivariate Plots (top 50 Correlations) - Total Post 0w Vs Average Price D

Bivariate Plots (top 50 Correlations) - Total 0w Vs Average Price H

Bivariate Plots (top 50 Correlations) - Total 5w Vs Average Price H

Bivariate Plots (top 50 Correlations) - Total Post 0w Vs Average Price H

Bivariate Plots (top 50 Correlations) - Units Prop A Vs Average Price D

Bivariate Plots (top 50 Correlations) - Average Price D Vs Average Price B

Bivariate Plots (top 50 Correlations) - Average Price H Vs Average Price A

Bivariate Plots (top 50 Correlations) - Total 0w Vs Average Price D

Bivariate Plots (top 50 Correlations) - Total Post 50w Vs Average Price D

Bivariate Plots (top 50 Correlations) - Total 5w Vs Average Price D

Bivariate Plots (top 50 Correlations) - Average Price H Vs Average Price B

Bivariate Plots (top 50 Correlations) - Total Post 50w Vs Average Price H

Bivariate Plots (top 50 Correlations) - Units Prop A Vs Average Price H

Bivariate Plots (top 50 Correlations) - Average Price D Vs Average Price A

Key Drivers

Units Prop A

Units Prop A - Feature Scores - Feature Correlation

Units Prop A - Feature Importances - From Model

Units Prop A - Pca Analysis

Units Prop A - Pca Analysis - Pca Projection

Units Prop A - Pca Analysis - Correlation With Dimension 2 (y)

Units Prop A - Pca Analysis - Correlation With Dimension 1 (x)

Units Prop A - Bivariate Plots

Units Prop A - Bivariate Plots - Average Price D

Units Prop A - Bivariate Plots - Total 0w

Units Prop A - Bivariate Plots - Average Price A

Units Prop A - Bivariate Plots - Total Post 0w

Units Prop A - Bivariate Plots - Average Price B

Units Prop A - Bivariate Plots - Average Price H

Units Prop A - Bivariate Plots - Average Price Others

Units Prop A - Bivariate Plots - Total Post 50w

Units Prop A - Bivariate Plots - Total 5w